{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "iris = sns.load_dataset('iris')\n",
    "iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 518.85x432 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "sns.set()       \n",
    "sns.pairplot(iris, hue='species', height=1.5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 4)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_iris = iris.drop('species', axis=1)\n",
    "X_iris.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150,)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_iris = iris['species']       \n",
    "y_iris.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
